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Document Embeddings vs. Keyphrases vs. Terms for Recommender Systems: A Large-Scale Online Evaluation

https://doi.org/10.1109/jcdl.2019.00027
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-24592-8_12openalex-snapshot
A Comparison of Offline Evaluations, Online Evaluations, and User Studies in the Context of Research-Paper Recommender Systems
inferredcites →https://doi.org/10.1007/978-3-642-27302-5_2openalex-snapshot
A Keyphrase-Based Paper Recommender System
inferredcites →https://doi.org/10.1007/s00799-015-0156-0openalex-snapshot
Research-paper recommender systems: a literature survey
inferredcites →https://doi.org/10.1007/s10115-018-1324-5openalex-snapshot
Meta-analysis of evaluation methods and metrics used in context-aware scholarly recommender systems
inferredcites →https://doi.org/10.1007/s11257-016-9174-xopenalex-snapshot
Towards reproducibility in recommender-systems research
inferredcites →https://doi.org/10.1016/j.procs.2014.10.015openalex-snapshot
A Personalized Concept-driven Recommender System for Scientific Libraries
inferredcites →https://doi.org/10.1016/s0306-4573(02)00021-3openalex-snapshot
An information-theoretic perspective of tf–idf measures
inferredcites →https://doi.org/10.1045/march2015-hienertopenalex-snapshot
Digital Library Research in Action: Supporting Information Retrieval in Sowiport
inferredcites →https://doi.org/10.1109/jcdl.2017.7991606openalex-snapshot
Mr. DLib: Recommendations-as-a-Service (RaaS) for Academia
inferredcites →https://doi.org/10.1145/2467696.2467787openalex-snapshot
CORE
inferredcites →https://doi.org/10.18653/v1/n18-3027openalex-snapshot
Document-based Recommender System for Job Postings using Dense Representations
inferredcites →https://doi.org/10.48550/arxiv.1405.4053openalex-snapshot
Distributed Representations of Sentences and Documents
inferredcites →https://doi.org/10.48550/arxiv.1807.06918openalex-snapshot
RARD II: The 94 Million Related-Article Recommendation Dataset
inferredcites →https://doi.org/10.5120/19161-0607openalex-snapshot
Keyword and Keyphrase Extraction Techniques: A Literature Review

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4680113openalex-extracted
inferred← citeshttps://doi.org/10.1007/978-3-030-91699-2_22openalex-snapshot
Time-Dependent Item Embeddings for Collaborative Filtering
inferred← citeshttps://doi.org/10.1007/978-3-030-99739-7_73openalex-snapshot
From Fundamentals to Recent Advances: A Tutorial on Keyphrasification
inferred← citeshttps://doi.org/10.1007/978-3-031-21689-3_35openalex-snapshot
Interact2Vec: Neural Item and User Embedding for Collaborative Filtering
inferred← citeshttps://doi.org/10.1007/s00799-022-00339-wopenalex-snapshot
Scientific paper recommendation systems: a literature review of recent publications
inferred← citeshttps://doi.org/10.1108/vjikms-08-2021-0163openalex-snapshot
Conceptual model of knowledge management system for scholarly publication cycle in academic institution
inferred← citeshttps://doi.org/10.1109/icassp48485.2024.10446181openalex-snapshot
Multi-Interest Learning for Multi-Modal Paper Recommendation
inferred← citeshttps://doi.org/10.1109/icitams57610.2023.10525639openalex-snapshot
Unsupervised Automated Keyphrase Extraction Approaches: A Literature Review
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11228351openalex-snapshot
Research Paper Recommender System by Considering Users’ Information Seeking Behaviors
inferred← citeshttps://doi.org/10.1145/3383583.3398517openalex-snapshot
Large-Scale Evaluation of Keyphrase Extraction Models
inferred← citeshttps://doi.org/10.24874/pes06.02.007openalex-snapshot
IMPROVING RECOMMENDATION SYSTEM PERFORMANCE WITH EVENT-BASED TEMPORAL DATA MODEL
inferred← citeshttps://doi.org/10.32473/flairs.v35i.130595openalex-snapshot
Sensitivity Analysis of a BERT-based scholarly recommendation system
inferred← citeshttps://doi.org/10.3390/bdcc8120190openalex-snapshot
Comparative Study of Filtering Methods for Scientific Research Article Recommendations
inferred← citeshttps://doi.org/10.3390/mti7090091openalex-snapshot
Semantic Interest Modeling and Content-Based Scientific Publication Recommendation Using Word Embeddings and Sentence Encoders
inferred← citeshttps://doi.org/10.36535/0203-6460-2021-01-4openalex-snapshot
Сходство документов на основе аспекта на примере научных статей
inferred← citeshttps://doi.org/10.48550/arxiv.1912.08694openalex-snapshot
Meta-Learned Per-Instance Algorithm Selection in Scholarly Recommender Systems
inferred← citeshttps://doi.org/10.48550/arxiv.2009.11796openalex-snapshot
Automatic Extraction of Agriculture Terms from Domain Text: A Survey of Tools and Techniques
inferred← citeshttps://doi.org/10.48550/arxiv.2012.15151openalex-snapshot
Per-Instance Algorithm Selection for Recommender Systems via Instance Clustering
inferred← citeshttps://doi.org/10.5753/webmedia.2024.243199openalex-snapshot
Why Ignore Content? A Guideline for Intrinsic Evaluation of Item Embeddings for Collaborative Filtering
inferred← citeshttps://doi.org/10.59176/kjcs.v3i1.2315openalex-snapshot
Advanced Naive Bayes Machine Learning System for Document Similarity Checking
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